Pandas Profiling Report

Dataset statistics

Number of variables	18
Number of observations	997
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	141.2 KiB
Average record size in memory	145.0 B

Variable types

Text	2
Categorical	2
Numeric	13
Boolean	1

Alerts

`Acousticness` is highly overall correlated with `Energy`	High correlation
`Danceability` is highly overall correlated with `Valence`	High correlation
`Energy` is highly overall correlated with `Acousticness` and 1 other fields	High correlation
`Loudness` is highly overall correlated with `Energy`	High correlation
`Valence` is highly overall correlated with `Danceability`	High correlation
`Time_Signature` is highly imbalanced (87.1%)	Imbalance
`Key` has 138 (13.8%) zeros	Zeros
`Instrumentalness` has 307 (30.8%) zeros	Zeros
`Popularity` has 12 (1.2%) zeros	Zeros

Reproduction

Analysis started	2024-11-13 19:30:50.312513
Analysis finished	2024-11-13 19:31:14.922682
Duration	24.61 seconds
Software version	ydata-profiling vv4.10.0
Download configuration	config.json

Track
Text

Distinct	972
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Memory size	15.6 KiB

Length

Max length	57
Median length	37
Mean length	16.411234
Min length	3

Characters and Unicode

Total characters	16362
Distinct characters	77
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	947 ?
Unique (%)	95.0%

Sample

1st row	Babe
2nd row	The Rose
3rd row	Cars
4th row	Magic
5th row	We Don’t Talk Anymore

Value	Count	Frequency (%)
the	142	4.2%
you	114	3.4%
love	99	3.0%
i	76	2.3%
me	75	2.2%
of	59	1.8%
to	57	1.7%
on	57	1.7%
in	50	1.5%
a	46	1.4%
Other values (1036)	2570	76.8%

Most occurring characters

Value	Count	Frequency (%)
	2348	14.4%
e	1540	9.4%
o	1102	6.7%
n	858	5.2%
a	750	4.6%
t	731	4.5%
i	703	4.3%
r	700	4.3%
h	484	3.0%
l	457	2.8%
Other values (67)	6689	40.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	16362	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	2348	14.4%
e	1540	9.4%
o	1102	6.7%
n	858	5.2%
a	750	4.6%
t	731	4.5%
i	703	4.3%
r	700	4.3%
h	484	3.0%
l	457	2.8%
Other values (67)	6689	40.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	16362	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	2348	14.4%
e	1540	9.4%
o	1102	6.7%
n	858	5.2%
a	750	4.6%
t	731	4.5%
i	703	4.3%
r	700	4.3%
h	484	3.0%
l	457	2.8%
Other values (67)	6689	40.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	16362	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	2348	14.4%
e	1540	9.4%
o	1102	6.7%
n	858	5.2%
a	750	4.6%
t	731	4.5%
i	703	4.3%
r	700	4.3%
h	484	3.0%
l	457	2.8%
Other values (67)	6689	40.9%

Artist
Text

Distinct	475
Distinct (%)	47.6%
Missing	0
Missing (%)	0.0%
Memory size	15.6 KiB

Length

Max length	68
Median length	37
Mean length	13.372116
Min length	2

Characters and Unicode

Total characters	13332
Distinct characters	71
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	294 ?
Unique (%)	29.5%

Sample

1st row	Styx
2nd row	Bette Midler
3rd row	Gary Numan
4th row	Olivia Newton-John
5th row	Cliff Richard

Value	Count	Frequency (%)
the	122	5.3%
	56	2.4%
and	53	2.3%
john	39	1.7%
michael	31	1.4%
jackson	27	1.2%
billy	21	0.9%
band	21	0.9%
kenny	19	0.8%
madonna	17	0.7%
Other values (733)	1887	82.3%

Most occurring characters

Value	Count	Frequency (%)
	1296	9.7%
e	1284	9.6%
a	992	7.4%
n	988	7.4%
o	786	5.9%
i	779	5.8%
r	736	5.5%
l	576	4.3%
t	544	4.1%
s	500	3.8%
Other values (61)	4851	36.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	13332	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	1296	9.7%
e	1284	9.6%
a	992	7.4%
n	988	7.4%
o	786	5.9%
i	779	5.8%
r	736	5.5%
l	576	4.3%
t	544	4.1%
s	500	3.8%
Other values (61)	4851	36.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	13332	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	1296	9.7%
e	1284	9.6%
a	992	7.4%
n	988	7.4%
o	786	5.9%
i	779	5.8%
r	736	5.5%
l	576	4.3%
t	544	4.1%
s	500	3.8%
Other values (61)	4851	36.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	13332	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	1296	9.7%
e	1284	9.6%
a	992	7.4%
n	988	7.4%
o	786	5.9%
i	779	5.8%
r	736	5.5%
l	576	4.3%
t	544	4.1%
s	500	3.8%
Other values (61)	4851	36.4%

Time_Signature
Categorical

IMBALANCE

Distinct	4
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	15.6 KiB

4	960
3	31
5	4
1	2

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	997
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4
2nd row	4
3rd row	4
4th row	4
5th row	4

Common Values

Value	Count	Frequency (%)
4	960	96.3%
3	31	3.1%
5	4	0.4%
1	2	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4	960	96.3%
3	31	3.1%
5	4	0.4%
1	2	0.2%

Most occurring characters

Value	Count	Frequency (%)
4	960	96.3%
3	31	3.1%
5	4	0.4%
1	2	0.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	997	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
4	960	96.3%
3	31	3.1%
5	4	0.4%
1	2	0.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	997	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
4	960	96.3%
3	31	3.1%
5	4	0.4%
1	2	0.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	997	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
4	960	96.3%
3	31	3.1%
5	4	0.4%
1	2	0.2%

Danceability
Real number (ℝ)

HIGH CORRELATION

Distinct	467
Distinct (%)	46.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.62646138

Minimum	0.174
Maximum	0.988
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.6 KiB

Quantile statistics

Minimum	0.174
5-th percentile	0.3522
Q1	0.534
median	0.633
Q3	0.735
95-th percentile	0.8632
Maximum	0.988
Range	0.814
Interquartile range (IQR)	0.201

Descriptive statistics

Standard deviation	0.15159323
Coefficient of variation (CV)	0.24198336
Kurtosis	-0.16705225
Mean	0.62646138
Median Absolute Deviation (MAD)	0.101
Skewness	-0.31197626
Sum	624.582
Variance	0.022980508
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.587	9	0.9%
0.62	8	0.8%
0.744	7	0.7%
0.702	7	0.7%
0.728	7	0.7%
0.706	7	0.7%
0.759	6	0.6%
0.539	6	0.6%
0.776	6	0.6%
0.513	6	0.6%
Other values (457)	928	93.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.174	1	0.1%
0.177	1	0.1%
0.2	1	0.1%
0.209	2	0.2%
0.237	1	0.1%
0.244	2	0.2%
0.245	1	0.1%
0.251	1	0.1%
0.253	1	0.1%
0.254	1	0.1%

Value	Count	Frequency (%)
0.988	1	0.1%
0.98	1	0.1%
0.974	1	0.1%
0.96	1	0.1%
0.952	1	0.1%
0.947	1	0.1%
0.946	3	0.3%
0.936	1	0.1%
0.932	3	0.3%
0.931	1	0.1%

Energy
Real number (ℝ)

HIGH CORRELATION

Distinct	546
Distinct (%)	54.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.63346991

Minimum	0.0183
Maximum	0.994
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.6 KiB

Quantile statistics

Minimum	0.0183
5-th percentile	0.2796
Q1	0.489
median	0.652
Q3	0.797
95-th percentile	0.935
Maximum	0.994
Range	0.9757
Interquartile range (IQR)	0.308

Descriptive statistics

Standard deviation	0.20386084
Coefficient of variation (CV)	0.32181614
Kurtosis	-0.33786684
Mean	0.63346991
Median Absolute Deviation (MAD)	0.152
Skewness	-0.44168973
Sum	631.5695
Variance	0.041559243
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.743	7	0.7%
0.686	7	0.7%
0.649	6	0.6%
0.583	6	0.6%
0.912	6	0.6%
0.703	6	0.6%
0.749	6	0.6%
0.44	6	0.6%
0.803	5	0.5%
0.726	5	0.5%
Other values (536)	937	94.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0183	1	0.1%
0.0191	1	0.1%
0.0238	1	0.1%
0.0332	1	0.1%
0.0348	1	0.1%
0.0357	1	0.1%
0.0431	1	0.1%
0.05	1	0.1%
0.0544	1	0.1%
0.0842	1	0.1%

Value	Count	Frequency (%)
0.994	1	0.1%
0.991	2	0.2%
0.989	1	0.1%
0.988	1	0.1%
0.987	1	0.1%
0.98	1	0.1%
0.975	1	0.1%
0.974	1	0.1%
0.973	1	0.1%
0.972	1	0.1%

Key
Real number (ℝ)

ZEROS

Distinct	12
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.2296891

Minimum	0
Maximum	11
Zeros	138
Zeros (%)	13.8%
Negative	0
Negative (%)	0.0%
Memory size	15.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	9
95-th percentile	11
Maximum	11
Range	11
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	3.6567593
Coefficient of variation (CV)	0.69923073
Kurtosis	-1.3404992
Mean	5.2296891
Median Absolute Deviation (MAD)	3
Skewness	0.0060003753
Sum	5214
Variance	13.371889
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	138	13.8%
9	125	12.5%
7	102	10.2%
2	96	9.6%
1	92	9.2%
5	85	8.5%
11	82	8.2%
4	80	8.0%
10	60	6.0%
6	56	5.6%
Other values (2)	81	8.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	138	13.8%
1	92	9.2%
2	96	9.6%
3	28	2.8%
4	80	8.0%
5	85	8.5%
6	56	5.6%
7	102	10.2%
8	53	5.3%
9	125	12.5%

Value	Count	Frequency (%)
11	82	8.2%
10	60	6.0%
9	125	12.5%
8	53	5.3%
7	102	10.2%
6	56	5.6%
5	85	8.5%
4	80	8.0%
3	28	2.8%
2	96	9.6%

Loudness
Real number (ℝ)

HIGH CORRELATION

Distinct	927
Distinct (%)	93.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-8.8847242

Minimum	-28.98
Maximum	-1.496
Zeros	0
Zeros (%)	0.0%
Negative	997
Negative (%)	100.0%
Memory size	15.6 KiB

Quantile statistics

Minimum	-28.98
5-th percentile	-15.1546
Q1	-11.262
median	-8.269
Q3	-6.042
95-th percentile	-3.9786
Maximum	-1.496
Range	27.484
Interquartile range (IQR)	5.22

Descriptive statistics

Standard deviation	3.8315626
Coefficient of variation (CV)	-0.43125285
Kurtosis	2.5076355
Mean	-8.8847242
Median Absolute Deviation (MAD)	2.542
Skewness	-1.1077154
Sum	-8858.07
Variance	14.680872
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-6.484	3	0.3%
-4.92	3	0.3%
-8.053	2	0.2%
-8.865	2	0.2%
-5.321	2	0.2%
-14.808	2	0.2%
-13.045	2	0.2%
-5.756	2	0.2%
-5.665	2	0.2%
-13.239	2	0.2%
Other values (917)	975	97.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-28.98	1	0.1%
-28.939	1	0.1%
-27.683	1	0.1%
-25.973	1	0.1%
-25.572	1	0.1%
-25.467	1	0.1%
-23.92	1	0.1%
-22.231	1	0.1%
-21.261	1	0.1%
-21.191	1	0.1%

Value	Count	Frequency (%)
-1.496	1	0.1%
-2.209	1	0.1%
-2.238	1	0.1%
-2.433	1	0.1%
-2.685	1	0.1%
-2.771	1	0.1%
-2.785	1	0.1%
-2.879	1	0.1%
-2.939	2	0.2%
-2.947	1	0.1%

Mode
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	15.6 KiB

1	688
0	309

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	997
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
1	688	69.0%
0	309	31.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	688	69.0%
0	309	31.0%

Most occurring characters

Value	Count	Frequency (%)
1	688	69.0%
0	309	31.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	997	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	688	69.0%
0	309	31.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	997	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	688	69.0%
0	309	31.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	997	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	688	69.0%
0	309	31.0%

Speechiness
Real number (ℝ)

Distinct	480
Distinct (%)	48.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.057634905

Minimum	0.0227
Maximum	0.524
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.6 KiB

Quantile statistics

Minimum	0.0227
5-th percentile	0.02628
Q1	0.0317
median	0.0393
Q3	0.0565
95-th percentile	0.15
Maximum	0.524
Range	0.5013
Interquartile range (IQR)	0.0248

Descriptive statistics

Standard deviation	0.055767764
Coefficient of variation (CV)	0.967604
Kurtosis	18.78652
Mean	0.057634905
Median Absolute Deviation (MAD)	0.0099
Skewness	3.9415826
Sum	57.462
Variance	0.0031100435
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0329	10	1.0%
0.0284	9	0.9%
0.0287	8	0.8%
0.0276	8	0.8%
0.0306	8	0.8%
0.0423	7	0.7%
0.0295	7	0.7%
0.0289	7	0.7%
0.0366	7	0.7%
0.0282	6	0.6%
Other values (470)	920	92.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0227	1	0.1%
0.0232	1	0.1%
0.0233	1	0.1%
0.0237	1	0.1%
0.0239	3	0.3%
0.0241	1	0.1%
0.0242	1	0.1%
0.0243	1	0.1%
0.0244	2	0.2%
0.0245	1	0.1%

Value	Count	Frequency (%)
0.524	1	0.1%
0.465	1	0.1%
0.432	1	0.1%
0.385	1	0.1%
0.383	1	0.1%
0.356	1	0.1%
0.34	2	0.2%
0.336	1	0.1%
0.333	1	0.1%
0.328	1	0.1%

Acousticness
Real number (ℝ)

HIGH CORRELATION

Distinct	726
Distinct (%)	72.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.24425805

Minimum	3.48 × 10^-6
Maximum	0.996
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.6 KiB

Quantile statistics

Minimum	3.48 × 10^-6
5-th percentile	0.003456
Q1	0.0433
median	0.155
Q3	0.385
95-th percentile	0.7782
Maximum	0.996
Range	0.99599652
Interquartile range (IQR)	0.3417

Descriptive statistics

Standard deviation	0.24848622
Coefficient of variation (CV)	1.0173103
Kurtosis	0.41014797
Mean	0.24425805
Median Absolute Deviation (MAD)	0.1316
Skewness	1.1475883
Sum	243.52527
Variance	0.0617454
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.238	7	0.7%
0.134	5	0.5%
0.186	5	0.5%
0.115	5	0.5%
0.225	5	0.5%
0.152	5	0.5%
0.111	4	0.4%
0.256	4	0.4%
0.41	4	0.4%
0.216	4	0.4%
Other values (716)	949	95.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.48 × 10^-6	1	0.1%
1.83 × 10^-5	1	0.1%
2.42 × 10^-5	1	0.1%
3.81 × 10^-5	1	0.1%
4.44 × 10^-5	1	0.1%
5.18 × 10^-5	1	0.1%
8.1 × 10^-5	1	0.1%
0.000189	1	0.1%
0.000202	1	0.1%
0.000205	1	0.1%

Value	Count	Frequency (%)
0.996	1	0.1%
0.995	2	0.2%
0.993	1	0.1%
0.991	2	0.2%
0.982	1	0.1%
0.975	1	0.1%
0.962	1	0.1%
0.953	1	0.1%
0.949	1	0.1%
0.94	1	0.1%

Instrumentalness
Real number (ℝ)

ZEROS

Distinct	605
Distinct (%)	60.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.042586031

Minimum	0
Maximum	0.974
Zeros	307
Zeros (%)	30.8%
Negative	0
Negative (%)	0.0%
Memory size	15.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2.21 × 10^-5
Q3	0.00138
95-th percentile	0.312
Maximum	0.974
Range	0.974
Interquartile range (IQR)	0.00138

Descriptive statistics

Standard deviation	0.15713266
Coefficient of variation (CV)	3.68977
Kurtosis	19.676441
Mean	0.042586031
Median Absolute Deviation (MAD)	2.21 × 10^-5
Skewness	4.4561609
Sum	42.458273
Variance	0.024690672
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	307	30.8%
1.98 × 10^-6	3	0.3%
0.0287	3	0.3%
5.68 × 10^-5	3	0.3%
0.00126	3	0.3%
8.65 × 10^-5	3	0.3%
0.000163	3	0.3%
0.00105	3	0.3%
1.16 × 10^-6	3	0.3%
0.000276	3	0.3%
Other values (595)	663	66.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	307	30.8%
1.08 × 10^-6	1	0.1%
1.09 × 10^-6	2	0.2%
1.11 × 10^-6	1	0.1%
1.12 × 10^-6	1	0.1%
1.16 × 10^-6	3	0.3%
1.22 × 10^-6	1	0.1%
1.23 × 10^-6	1	0.1%
1.28 × 10^-6	1	0.1%
1.29 × 10^-6	1	0.1%

Value	Count	Frequency (%)
0.974	1	0.1%
0.964	1	0.1%
0.953	1	0.1%
0.939	1	0.1%
0.931	1	0.1%
0.929	1	0.1%
0.907	1	0.1%
0.905	1	0.1%
0.903	1	0.1%
0.898	1	0.1%

Liveness
Real number (ℝ)

Distinct	571
Distinct (%)	57.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.17866931

Minimum	0.0223
Maximum	0.981
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.6 KiB

Quantile statistics

Minimum	0.0223
5-th percentile	0.04662
Q1	0.0839
median	0.113
Q3	0.226
95-th percentile	0.5182
Maximum	0.981
Range	0.9587
Interquartile range (IQR)	0.1421

Descriptive statistics

Standard deviation	0.1627217
Coefficient of variation (CV)	0.9107423
Kurtosis	7.0109097
Mean	0.17866931
Median Absolute Deviation (MAD)	0.0446
Skewness	2.4499773
Sum	178.1333
Variance	0.02647835
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.109	21	2.1%
0.105	14	1.4%
0.107	13	1.3%
0.112	11	1.1%
0.104	10	1.0%
0.108	10	1.0%
0.132	9	0.9%
0.134	8	0.8%
0.113	8	0.8%
0.117	7	0.7%
Other values (561)	886	88.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0223	1	0.1%
0.0226	1	0.1%
0.0242	1	0.1%
0.0248	2	0.2%
0.0257	1	0.1%
0.0295	1	0.1%
0.0298	1	0.1%
0.03	1	0.1%
0.0307	1	0.1%
0.0311	1	0.1%

Value	Count	Frequency (%)
0.981	1	0.1%
0.969	1	0.1%
0.965	1	0.1%
0.964	1	0.1%
0.952	1	0.1%
0.946	1	0.1%
0.936	1	0.1%
0.931	1	0.1%
0.926	2	0.2%
0.92	1	0.1%

Valence
Real number (ℝ)

HIGH CORRELATION

Distinct	589
Distinct (%)	59.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.60297262

Minimum	0.0287
Maximum	0.984
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.6 KiB

Quantile statistics

Minimum	0.0287
5-th percentile	0.158
Q1	0.388
median	0.644
Q3	0.825
95-th percentile	0.962
Maximum	0.984
Range	0.9553
Interquartile range (IQR)	0.437

Descriptive statistics

Standard deviation	0.25797298
Coefficient of variation (CV)	0.42783531
Kurtosis	-1.0481126
Mean	0.60297262
Median Absolute Deviation (MAD)	0.211
Skewness	-0.33272225
Sum	601.1637
Variance	0.066550058
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.962	12	1.2%
0.964	7	0.7%
0.961	7	0.7%
0.971	6	0.6%
0.746	6	0.6%
0.852	6	0.6%
0.969	5	0.5%
0.673	5	0.5%
0.888	5	0.5%
0.713	5	0.5%
Other values (579)	933	93.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0287	1	0.1%
0.0384	1	0.1%
0.0395	1	0.1%
0.0396	1	0.1%
0.04	1	0.1%
0.0467	1	0.1%
0.0608	1	0.1%
0.0617	1	0.1%
0.0632	1	0.1%
0.0643	1	0.1%

Value	Count	Frequency (%)
0.984	1	0.1%
0.982	1	0.1%
0.978	2	0.2%
0.975	2	0.2%
0.974	1	0.1%
0.972	2	0.2%
0.971	6	0.6%
0.97	2	0.2%
0.969	5	0.5%
0.968	1	0.1%

Tempo
Real number (ℝ)

Distinct	955
Distinct (%)	95.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	120.9384

Minimum	61.53
Maximum	208.571
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.6 KiB

Quantile statistics

Minimum	61.53
5-th percentile	80.4146
Q1	102.477
median	119.972
Q3	135.003
95-th percentile	170.531
Maximum	208.571
Range	147.041
Interquartile range (IQR)	32.526

Descriptive statistics

Standard deviation	26.245862
Coefficient of variation (CV)	0.21701843
Kurtosis	0.53357737
Mean	120.9384
Median Absolute Deviation (MAD)	16.33
Skewness	0.58836025
Sum	120575.59
Variance	688.84529
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
204.113	3	0.3%
146.967	2	0.2%
135.003	2	0.2%
73.36	2	0.2%
95.007	2	0.2%
140.034	2	0.2%
100.002	2	0.2%
141.283	2	0.2%
128.993	2	0.2%
151.566	2	0.2%
Other values (945)	976	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
61.53	1	0.1%
64.572	1	0.1%
71.111	1	0.1%
71.706	1	0.1%
72.17	1	0.1%
72.258	1	0.1%
72.795	1	0.1%
72.841	1	0.1%
73.012	1	0.1%
73.286	1	0.1%

Value	Count	Frequency (%)
208.571	2	0.2%
205.726	1	0.1%
204.113	3	0.3%
203.989	1	0.1%
203.753	1	0.1%
202.408	1	0.1%
201.977	1	0.1%
201.952	1	0.1%
201.327	2	0.2%
200.733	1	0.1%

Popularity
Real number (ℝ)

ZEROS

Distinct	90
Distinct (%)	9.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	57.758275

Minimum	0
Maximum	96
Zeros	12
Zeros (%)	1.2%
Negative	0
Negative (%)	0.0%
Memory size	15.6 KiB

Quantile statistics

Minimum	0
5-th percentile	25
Q1	49
median	60
Q3	70
95-th percentile	81.2
Maximum	96
Range	96
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	17.399648
Coefficient of variation (CV)	0.30124943
Kurtosis	1.4384764
Mean	57.758275
Median Absolute Deviation (MAD)	10
Skewness	-0.97970241
Sum	57585
Variance	302.74774
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
63	35	3.5%
67	31	3.1%
58	30	3.0%
65	28	2.8%
56	27	2.7%
61	27	2.7%
75	27	2.7%
55	26	2.6%
53	26	2.6%
54	26	2.6%
Other values (80)	714	71.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12	1.2%
1	3	0.3%
3	2	0.2%
4	2	0.2%
5	1	0.1%
6	2	0.2%
7	3	0.3%
8	1	0.1%
9	1	0.1%
10	2	0.2%

Value	Count	Frequency (%)
96	1	0.1%
93	1	0.1%
92	2	0.2%
91	2	0.2%
90	1	0.1%
89	1	0.1%
88	4	0.4%
87	1	0.1%
86	4	0.4%
85	9	0.9%

Year
Real number (ℝ)

Distinct	10
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1984.4985

Minimum	1980
Maximum	1989
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.6 KiB

Quantile statistics

Minimum	1980
5-th percentile	1980
Q1	1982
median	1984
Q3	1987
95-th percentile	1989
Maximum	1989
Range	9
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.8747704
Coefficient of variation (CV)	0.0014486131
Kurtosis	-1.2243983
Mean	1984.4985
Median Absolute Deviation (MAD)	3
Skewness	0.00041401127
Sum	1978545
Variance	8.264305
Monotonicity	Increasing

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1980	100	10.0%
1981	100	10.0%
1983	100	10.0%
1984	100	10.0%
1987	100	10.0%
1986	100	10.0%
1989	100	10.0%
1982	99	9.9%
1985	99	9.9%
1988	99	9.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1980	100	10.0%
1981	100	10.0%
1982	99	9.9%
1983	100	10.0%
1984	100	10.0%
1985	99	9.9%
1986	100	10.0%
1987	100	10.0%
1988	99	9.9%
1989	100	10.0%

Value	Count	Frequency (%)
1989	100	10.0%
1988	99	9.9%
1987	100	10.0%
1986	100	10.0%
1985	99	9.9%
1984	100	10.0%
1983	100	10.0%
1982	99	9.9%
1981	100	10.0%
1980	100	10.0%

Featuring
Boolean

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	8.8 KiB

False	887
True	110

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	887	89.0%
True	110	11.0%

Duration_seconds
Real number (ℝ)

Distinct	249
Distinct (%)	25.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	240.21866

Minimum	41
Maximum	929
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.6 KiB

Quantile statistics

Minimum	41
5-th percentile	152.8
Q1	205
median	234
Q3	270
95-th percentile	339
Maximum	929
Range	888
Interquartile range (IQR)	65

Descriptive statistics

Standard deviation	63.703192
Coefficient of variation (CV)	0.26518836
Kurtosis	17.891376
Mean	240.21866
Median Absolute Deviation (MAD)	33
Skewness	2.1023678
Sum	239498
Variance	4058.0967
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
221	14	1.4%
249	13	1.3%
229	13	1.3%
234	12	1.2%
258	11	1.1%
256	11	1.1%
220	11	1.1%
238	11	1.1%
222	11	1.1%
209	10	1.0%
Other values (239)	880	88.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
41	1	0.1%
59	2	0.2%
72	1	0.1%
76	1	0.1%
79	1	0.1%
89	1	0.1%
101	1	0.1%
104	1	0.1%
110	2	0.2%
111	1	0.1%

Value	Count	Frequency (%)
929	1	0.1%
738	1	0.1%
543	1	0.1%
506	1	0.1%
484	1	0.1%
478	1	0.1%
438	1	0.1%
434	1	0.1%
423	1	0.1%
415	1	0.1%

Auto

Heatmap
Table

	Acousticness	Danceability	Duration_seconds	Energy	Featuring	Instrumentalness	Key	Liveness	Loudness	Mode	Popularity	Speechiness	Tempo	Time_Signature	Valence	Year
Acousticness	1.000	-0.181	-0.108	-0.517	0.059	-0.059	-0.022	0.023	-0.346	0.074	-0.116	-0.233	-0.069	0.132	-0.244	-0.165
Danceability	-0.181	1.000	0.045	0.085	0.000	0.139	0.013	-0.255	-0.017	0.144	0.030	0.210	-0.134	0.129	0.543	-0.053
Duration_seconds	-0.108	0.045	1.000	0.006	0.000	0.160	0.034	-0.099	-0.170	0.000	-0.102	-0.135	-0.033	0.050	0.036	0.134
Energy	-0.517	0.085	0.006	1.000	0.035	0.055	0.034	0.134	0.673	0.024	0.066	0.278	0.143	0.125	0.398	0.136
Featuring	0.059	0.000	0.000	0.035	1.000	0.071	0.044	0.000	0.091	0.050	0.035	0.000	0.000	0.018	0.000	0.000
Instrumentalness	-0.059	0.139	0.160	0.055	0.071	1.000	0.045	-0.109	-0.184	0.000	-0.144	-0.039	0.005	0.181	0.118	0.001
Key	-0.022	0.013	0.034	0.034	0.044	0.045	1.000	0.030	0.002	0.193	0.023	0.079	0.000	0.072	0.006	0.008
Liveness	0.023	-0.255	-0.099	0.134	0.000	-0.109	0.030	1.000	0.165	0.000	-0.027	0.057	0.010	0.039	-0.137	0.005
Loudness	-0.346	-0.017	-0.170	0.673	0.091	-0.184	0.002	0.165	1.000	0.000	0.198	0.180	0.072	0.041	0.043	0.068
Mode	0.074	0.144	0.000	0.024	0.050	0.000	0.193	0.000	0.000	1.000	0.000	0.133	0.042	0.000	0.086	0.073
Popularity	-0.116	0.030	-0.102	0.066	0.035	-0.144	0.023	-0.027	0.198	0.000	1.000	0.028	-0.017	0.036	-0.031	-0.002
Speechiness	-0.233	0.210	-0.135	0.278	0.000	-0.039	0.079	0.057	0.180	0.133	0.028	1.000	0.083	0.148	0.142	-0.027
Tempo	-0.069	-0.134	-0.033	0.143	0.000	0.005	0.000	0.010	0.072	0.042	-0.017	0.083	1.000	0.022	0.028	-0.011
Time_Signature	0.132	0.129	0.050	0.125	0.018	0.181	0.072	0.039	0.041	0.000	0.036	0.148	0.022	1.000	0.112	0.000
Valence	-0.244	0.543	0.036	0.398	0.000	0.118	0.006	-0.137	0.043	0.086	-0.031	0.142	0.028	0.112	1.000	-0.063
Year	-0.165	-0.053	0.134	0.136	0.000	0.001	0.008	0.005	0.068	0.073	-0.002	-0.027	-0.011	0.000	-0.063	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Track	Artist	Time_Signature	Danceability	Energy	Key	Loudness	Mode	Speechiness	Acousticness	Instrumentalness	Liveness	Valence	Tempo	Popularity	Year	Featuring	Duration_seconds
0	Babe	Styx	4	0.700	0.582	11	-5.960	0	0.0356	0.05020	0.000000	0.0881	0.785	116.712	96	1980	False	218
1	The Rose	Bette Midler	4	0.264	0.640	8	-6.221	1	0.0442	0.03930	0.000002	0.1510	0.190	84.828	92	1980	False	244
2	Cars	Gary Numan	4	0.338	0.562	9	-7.181	1	0.0290	0.03900	0.000000	0.1070	0.259	149.907	82	1980	False	248
3	Magic	Olivia Newton-John	4	0.911	0.689	1	-6.176	1	0.2650	0.00119	0.000000	0.0704	0.546	140.034	80	1980	False	137
4	We Don’t Talk Anymore	Cliff Richard	4	0.728	0.563	1	-8.053	0	0.1340	0.62100	0.000000	0.1790	0.352	100.017	80	1980	False	217
5	Desire	Andy Gibb	4	0.587	0.924	11	-5.433	0	0.0457	0.03110	0.017100	0.2300	0.509	140.009	79	1980	False	179
6	Real Love	Doobie Brothers	4	0.417	0.686	7	-6.484	1	0.0373	0.09550	0.028700	0.0989	0.625	204.113	79	1980	False	189
7	Rock With You	Michael Jackson	4	0.808	0.535	1	-12.521	1	0.0353	0.17900	0.000099	0.1580	0.848	114.031	79	1980	False	220
8	Sara	Fleetwood Mac	4	0.576	0.683	7	-5.103	1	0.1180	0.41000	0.000000	0.0819	0.433	151.566	77	1980	False	214
9	Upside Down	Diana Ross	4	0.792	0.647	4	-8.314	1	0.0450	0.25500	0.000223	0.1320	0.694	102.477	77	1980	False	209

	Track	Artist	Time_Signature	Danceability	Energy	Key	Loudness	Mode	Speechiness	Acousticness	Instrumentalness	Liveness	Valence	Tempo	Popularity	Year	Featuring	Duration_seconds
988	Secret Rendezvous	Karyn White	4	0.733	0.689	10	-13.001	0	0.0388	0.050300	0.001150	0.0656	0.888	111.695	37	1989	False	337
989	Girl I’m Gonna Miss You	Milli Vanilli	4	0.732	0.566	9	-7.760	1	0.0505	0.131000	0.000042	0.1840	0.763	75.692	36	1989	False	264
990	Two Hearts	Phil Collins	4	0.200	0.964	0	-3.691	1	0.1160	0.000504	0.000002	0.9360	0.231	147.324	31	1989	False	194
991	I’ll Be There For You	Bon Jovi	4	0.516	0.539	11	-6.453	0	0.0896	0.234000	0.000092	0.1140	0.311	123.936	30	1989	False	263
992	The Lover In Me	Sheena Easton	4	0.818	0.808	7	-8.536	0	0.0467	0.027400	0.000000	0.0592	0.931	115.221	28	1989	False	301
993	When I Looked At Him	Exposé	4	0.455	0.713	8	-10.959	1	0.0423	0.230000	0.000332	0.3700	0.469	169.633	24	1989	False	259
994	I Remember Holding You	Boys Club	4	0.609	0.843	2	-7.973	0	0.0447	0.307000	0.000598	0.0517	0.762	92.480	19	1989	False	293
995	Don’t Rush Me	Taylor Dayne	4	0.686	0.847	7	-7.692	1	0.2840	0.445000	0.000000	0.2500	0.748	90.793	15	1989	False	272
996	I’ll Be Loving You (FOREVER)	New Kids on the Block	4	0.371	0.710	11	-6.437	1	0.0481	0.096400	0.000000	0.7400	0.223	135.003	15	1989	False	364
997	Baby, I Love Your Way/Freebird Medley	Will to Power	4	0.581	0.498	7	-9.246	1	0.0338	0.239000	0.783000	0.0516	0.601	152.450	0	1989	False	245

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample